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Do you speak Vorsprung? - Duration: 0:59.
Do you speak Vorsprung?
When I arrive at the Machine Learning Lab, I have a look at our data and ask myself: Do I have enough data?
Or, for example, are the labels correct?
Then I explore it all in my Jupyter Notebook and do some testing with that application.
After that I split my data into a training set and a validation set.
Then, depending on the area of application, I'll search for an appropriate model,
for example - you could choose a convolutional neural network
for image segmentation.
Then I train everything in Keras or TensorFlow on several GPUs
on our DGXs or in the cloud.
What else?
When that's all finished, I study the results and formulate various hypotheses
or how I can possibly improve everything.
I look at the confusion matrix, for example, and continuously carry out
further training and testing.
If I'm satisfied, I then deploy everything as Core ML App
and try it out in reality.
That was Audianese for Deep Learning
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The e-tron quattro SUV will open Audi's electric car floodgates - Duration: 4:05.
The e-tron quattro Audi will introduce in August
will be the brand's first volume-produced electric car.
It won't be the last, though.
Digital Trends learned the German brand has plans to launch 10 battery-powered cars in
the next seven years, and it predicts 30 percent of its sales will come from electrified vehicles
(including mild hybrids, hybrids, and pure EVs) by the year 2025.
The model offensive will kick off with the aforementioned e-tron quattro, which we got
an early look at in Berlin.
Production will begin before the end of the year on the outskirts of Brussels, though
we won't see it in showrooms until 2019.
Audi will keep the momentum going with a second electric car tentatively named e-tron Sportback.
The model will draw inspiration from the eponymous concept introduced during last year's Shanghai
Auto Show (pictured above), meaning it will land as an SUV with a sporty, fastback-like
roof line.
Audi hasn't revealed what its other EVs will be.
The firm promises its portfolio of electric cars will range from compact to full-size
models.
The e-tron quattro will ride on an electrified evolution of the MLB platform widely used
throughout the Audi lineup.
Looking ahead, Audi will build a majority of its upcoming electric cars on a modular
platform it's currently developing as part of a joint project with sister company Porsche.
"PPE (premium platform electric) is a live project.
It's happening.
Audi is the lead engineer on two [variants of the platform], Porsche on one," Peter
Mertens, Audi's board member for technical development, told Digital Trends.
"There are cross-company teams developing and bringing the best engineering know-how
of those two companies together," he added.
PPE will fill the same purpose as Volkswagen's MEB platform, but it will be for luxury cars
rather than more mainstream vehicles.
Mertens explained developing a platform for electric cars makes more sense than building
battery- and gasoline-powered cars on a common architecture.
Bringing a platform to the market takes years and costs millions of dollars, so he understandably
called Audi's decision to take that route a brave one.
"It shows our commitment to electrification."
The e-tron quattro will launch with a 95-kWh lithium-ion battery pack.
Audi hasn't ruled out offering buyers a second battery option later in the production
run.
The brand's decision-makers don't feel like they need to market electric cars through
a sub-brand, a strategy rivals BMW and Mercedes-Benz have adopted.
"We don't have [a separate structure] for e-tron; we don't have an e-tron brand.
The name represents technology."
Filip Brabec, the company's vice president of product management, explained in an interview
with Digital Trends.
Though Audi-badged electric cars are coming, don't expect to see the natural gas-powered
g-tron models (like the A4 and the A5) sold in Europe arrive in America any time soon.
"Infrastructure is the key issue," Brabec pointed out.
"Never say never, and of course we'll continue to study
the market," he added.
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